Premium Feature — Available on Request
The Visual SNN Design Studio is included in Professional and Enterprise licences. Request a demo or apply for academic access.
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Features

Equation Editor
Browse 118 models by category. Live parameter sliders. Monaco editor with SC-specific syntax highlighting. Switch to ODE mode for custom equations.
Model Browser
118 neuron models across categories: integrate-and-fire, biophysical, stochastic, hardware emulators, AI-optimised. Filter, search, compare.
Network Canvas
Drag-and-drop populations (blue=excitatory, red=inhibitory) and projections. NIR export/import. Visual topology design.
Training Monitor
Live loss/accuracy curves via Server-Sent Events. 6 surrogate gradient functions. Learnable beta/threshold. Per-layer spike rate tracking.
Compiler Inspector
Build SC Intermediate Representation. Verify graph types. Emit synthesisable SystemVerilog. Verification status badge.
Synthesis Dashboard
One-click Yosys synthesis for 4 FPGA targets: ice40, ECP5, Gowin/GW1N, Xilinx/Artix-7. Multi-target comparison view.
18+ Analysis Views
Trace, phase portrait, ISI histogram, F-I curve, bifurcation, 2D heatmap, sensitivity, STA, frequency response, characterisation dashboard, multi-model overlay, A/B comparison, E-I network raster, code generator, Q8.8 co-sim diff, RTL viewer, IR visualiser, FPGA resource bars.
Data Export
SVG vector plots with axes/legend/spike markers. CSV raw data. JSON full simulation results.
Full Pipeline
Network graph → validate → simulate → compile → synthesise. One-click end-to-end.
Project Save/Load
Persistent workspace as JSON: equations, parameters, network graph, training config.

Tech Stack

Frontend

React 19 + TypeScript (strict), @xyflow/react, Zustand, Vite.

Backend

FastAPI (Python), 40+ REST endpoints.

Simulation

SC-NeuroCore Python + Rust engine.

Training

PyTorch (optional).

Synthesis

Yosys + nextpnr (optional, external).

Availability
TierStudio AccessSupport
Community (Free)Self-serve
Professional (CHF 490/yr)✓ Full access48h email
Enterprise (CHF 4,900/yr)✓ Full access + customisation24h email
Founding Member (CHF 290/yr)✓ Early accessDirect developer
Academic (.edu)✓ FreeEmail